Sovereign, Decentralized, or Private Perimeter AI? Govern the Decision Before You Pick the Plumbing

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Who I am, and why these three words keep coming up

I've been writing software for more than 25 years, mostly in education technology, behavioral analytics and data science. I recently started my tenth company as technical founder. I'm also co-founder and chairman of Saigon A.I., a doctoral researcher at the University of St Andrews working between educational psychology and artificial intelligence with a focus on self-regulated learning (SRL), and the builder of QCoda, an AI governance platform focused on governing AI-assisted software engineering.

QCoda started with a pattern I kept running into, in my own teams and in teams I advised. We'd make a dozen consequential decisions while planning an AI feature. Which model. Which data. Where it runs. Who gets to see the prompts. Nobody wrote any of it down. Months later an auditor (or a customer's security team, or a regulator) would ask why we did it...

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'You can't just take any IP character and throw them in because it just doesn't work. That's where skin collaborations work' — The Doom Slayer is the latest gaming icon to join Rainbow Six Siege and will be fragging his way onto Season 4

Doom’s iconic anti-hero is ripping and tearing his way into Rainbow Six Siege. Taking to the stage in Osaka during Rainbow Six Siege’s 2026 Majors tournament, Creative Director Jonathan Mills revealed that the legendary first-person shooter (FPS) protagonist will be fragging his way into Siege as a new